8 citations · 15 across the 2 of their papers we have counts for
3 papers
cs.LG2022★ 7 cited
Attributing AUC-ROC to Analyze Binary Classifier Performance
Arya Tafvizi, Besim Avci, Mukund Sundararajan
Area Under the Receiver Operating Characteristic Curve (AUC-ROC) is a popular evaluation metric for binary classifiers. In this paper, we discuss techniques to segment the AUC-ROC…
cs.CV2021
Guided Integrated Gradients: An Adaptive Path Method for Removing Noise
Andrei Kapishnikov, Subhashini Venugopalan, Besim Avci +3
Integrated Gradients (IG) is a commonly used feature attribution method for deep neural networks. While IG has many desirable properties, the method often produces spurious/noisy p…
cs.CL2019★ 8 cited
Incorporating Priors with Feature Attribution on Text Classification
Frederick Liu, Besim Avci
Feature attribution methods, proposed recently, help users interpret the predictions of complex models. Our approach integrates feature attributions into the objective function to…